What AI assistants actually recommend when buyers ask about social proof and review tools — measured weekly across 5 engines, published as open data.
Sample: 46 AI answers · Window: Jun 3, 2026 – Jul 1, 2026 (4-week rolling)
Across 46 sampled AI answers from 5 engines, Yotpo is recommended most often — appearing in 45.7% of recommendations, followed by Trustpilot (41.3%) and Social Proof (30.4%).
This is a measurement of share of voice across 5 AI engines — not an editorial pick. See the full ranking below.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 1 | Yotpo yotpo.com Best for: AI recommends Yotpo most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (66.7% of those answers) | 45.7% 21 mentions · avg pos 7.9 | — | GROK 75%GEMINI 71.4%CHATGPT 40%CLAUDE 28.6%PERPLEXITY 22.2% | Claim |
| 2 | Trustpilot trustpilot.com Best for: AI recommends Trustpilot most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (100% of those answers) | 41.3% 19 mentions · avg pos 6.9 | — | GROK 50%GEMINI 28.6%CHATGPT 53.3%CLAUDE 42.9%PERPLEXITY 22.2% | Claim |
| 3 | Social Proof Best for: AI recommends Social Proof most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (44.4% of those answers) | 30.4% 14 mentions · avg pos 9.4 | — | GROK 50%GEMINI 57.1%CHATGPT 13.3%CLAUDE 57.1% | Claim |
| 4 | Birdeye birdeye.com Best for: AI recommends Birdeye most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (66.7% of those answers) | 28.3% 13 mentions · avg pos 5.9 | — | GROK 50%GEMINI 28.6%CHATGPT 20%CLAUDE 14.3%PERPLEXITY 33.3% | Claim |
| 5 | Trust usetrust.io Best for: AI recommends Trust most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (44.4% of those answers) | 28.3% 13 mentions · avg pos 7.1 | — | GROK 62.5%GEMINI 57.1%CHATGPT 20%CLAUDE 14.3% | Claim |
| 6 | WooCommerce | 26.1% 12 mentions · avg pos 4.4 | — | GROK 50%GEMINI 28.6%CHATGPT 20%CLAUDE 28.6%PERPLEXITY 11.1% | Claim |
| 7 | Podium Best for: AI recommends Podium most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (66.7% of those answers) | 23.9% 11 mentions · avg pos 9.4 | — | GROK 62.5%GEMINI 14.3%CHATGPT 20%CLAUDE 14.3%PERPLEXITY 11.1% | Claim |
| 8 | Senja senja.io Best for: AI recommends Senja most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (55.6% of those answers) | 21.7% 10 mentions · avg pos 4.3 | — | GROK 50%GEMINI 42.9%CLAUDE 14.3%PERPLEXITY 22.2% | Claim |
| 9 | EmbedSocial embedsocial.com | 19.6% 9 mentions · avg pos 3.3 | — | GROK 37.5%GEMINI 14.3%CHATGPT 6.7%CLAUDE 42.9%PERPLEXITY 11.1% | Claim |
| 10 | Testimonial.to testimonial.to Best for: AI recommends Testimonial.to most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (44.4% of those answers) | 19.6% 9 mentions · avg pos 5 | — | GROK 37.5%GEMINI 28.6%CHATGPT 6.7%CLAUDE 28.6%PERPLEXITY 11.1% | Claim |
| 11 | Facebook facebook.com | 19.6% 9 mentions · avg pos 6.4 | — | GROK 25%GEMINI 57.1%CHATGPT 13.3%CLAUDE 14.3% | Claim |
| 12 | Famewall Best for: AI recommends Famewall most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (33.3% of those answers) | 19.6% 9 mentions · avg pos 9.8 | — | GROK 50%GEMINI 42.9%CHATGPT 13.3% | Claim |
| 13 | Elfsight elfsight.com | 17.4% 8 mentions · avg pos 3 | — | GROK 25%GEMINI 14.3%CHATGPT 13.3%CLAUDE 28.6%PERPLEXITY 11.1% | Claim |
| 14 | Boast Best for: AI recommends Boast most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (33.3% of those answers) | 17.4% 8 mentions · avg pos 7.4 | — | GROK 25%GEMINI 28.6%CHATGPT 13.3%PERPLEXITY 22.2% | Claim |
| 15 | Judge.me judge.me | 17.4% 8 mentions · avg pos 8.9 | — | GROK 62.5%GEMINI 14.3%CHATGPT 6.7%CLAUDE 14.3% | Claim |
| 16 | NiceJob | 15.2% 7 mentions · avg pos 3.5 | — | GROK 37.5%GEMINI 14.3%CLAUDE 28.6%PERPLEXITY 11.1% | Claim |
| 17 | WiserReview | 15.2% 7 mentions · avg pos 4.6 | — | GROK 25%GEMINI 42.9%CLAUDE 14.3%PERPLEXITY 11.1% | Claim |
| 18 | Shapo shapo.io | 15.2% 7 mentions · avg pos 6.6 | — | GROK 37.5%GEMINI 14.3%CLAUDE 28.6%PERPLEXITY 11.1% | Claim |
| 19 | Zapier zapier.com | 15.2% 7 mentions · avg pos 12.2 | — | GROK 50%GEMINI 14.3%CHATGPT 6.7%PERPLEXITY 11.1% | Claim |
| 20 | GCP Vertex AI Search vertexaisearch.cloud.google.com | 15.2% 7 mentions | — | GEMINI 100% | Claim |
| 21 | Google Docs google.com Best for: AI recommends Google Docs most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (33.3% of those answers) | 13% 6 mentions · avg pos 6.7 | — | GEMINI 28.6%CHATGPT 26.7% | Claim |
| 22 | Typeform typeform.com | 13% 6 mentions · avg pos 6.8 | — | GROK 12.5%GEMINI 14.3%CHATGPT 13.3%CLAUDE 14.3%PERPLEXITY 11.1% | Claim |
| 23 | WiserNotify wisernotify.com | 13% 6 mentions · avg pos 8.8 | — | GROK 12.5%GEMINI 14.3%CLAUDE 28.6%PERPLEXITY 22.2% | Claim |
| 24 | ReviewTrackers reviewtrackers.com Best for: AI recommends ReviewTrackers most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (44.4% of those answers) | 13% 6 mentions · avg pos 9 | — | GROK 12.5%GEMINI 14.3%CHATGPT 13.3%CLAUDE 14.3%PERPLEXITY 11.1% | Claim |
| 25 | ProveSource | 13% 6 mentions · avg pos 10.3 | — | GROK 12.5%GEMINI 14.3%CHATGPT 6.7%CLAUDE 14.3%PERPLEXITY 22.2% | Claim |
| 26 | Loox | 13% 6 mentions · avg pos 12.5 | — | GROK 37.5%CHATGPT 6.7%CLAUDE 14.3%PERPLEXITY 11.1% | Claim |
| 27 | TrustPulse | 13% 6 mentions · avg pos 13.5 | — | GROK 12.5%GEMINI 14.3%CHATGPT 13.3%CLAUDE 14.3%PERPLEXITY 11.1% | Claim |
| 28 | Trustmary trustmary.com Best for: AI recommends Trustmary most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (33.3% of those answers) | 13% 6 mentions · avg pos 14.3 | — | GROK 25%GEMINI 28.6%CHATGPT 6.7%PERPLEXITY 11.1% | Claim |
| 29 | Vocal Video | 10.9% 5 mentions · avg pos 4.2 | — | GROK 37.5%GEMINI 14.3%PERPLEXITY 11.1% | Claim |
| 30 | Jotform jotform.com | 10.9% 5 mentions · avg pos 4.7 | — | GROK 25%CLAUDE 42.9% | Claim |
| 31 | StoryPrompt storyprompt.com | 10.9% 5 mentions · avg pos 5.4 | — | GROK 37.5%GEMINI 28.6% | Claim |
| 32 | BlooTrue blootrue.com | 10.9% 5 mentions · avg pos 8 | — | GEMINI 14.3%CHATGPT 13.3%CLAUDE 28.6% | Claim |
| 33 | Klaviyo klaviyo.com | 10.9% 5 mentions · avg pos 10.2 | — | GROK 12.5%CHATGPT 13.3%CLAUDE 14.3%PERPLEXITY 11.1% | Claim |
| 34 | Feefo feefo.com Best for: AI recommends Feefo most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (44.4% of those answers) | 10.9% 5 mentions · avg pos 12.5 | — | GROK 12.5%CHATGPT 26.7% | Claim |
| 35 | Fomo fomo.com | 10.9% 5 mentions · avg pos 15 | — | GROK 12.5%GEMINI 14.3%CHATGPT 13.3%CLAUDE 14.3% | Claim |
| 36 | Reviews.io reviews.io Best for: AI recommends Reviews.io most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (33.3% of those answers) | 8.7% 4 mentions · avg pos 7.7 | — | GROK 25%CHATGPT 13.3% | Claim |
| 37 | Nudgify nudgify.com | 8.7% 4 mentions · avg pos 17 | — | GROK 12.5%GEMINI 14.3%CHATGPT 13.3% | Claim |
| 38 | Capterra capterra.com | 8.7% 4 mentions | — | CHATGPT 6.7%CLAUDE 42.9% | Claim |
| 39 | EveryWidget everywidget.com | 8.7% 4 mentions | — | CHATGPT 13.3%CLAUDE 28.6% | Claim |
| 40 | Magento magento.com | 6.5% 3 mentions · avg pos 2 | — | GROK 25%CHATGPT 6.7% | Claim |
| 41 | Loom loom.com | 6.5% 3 mentions · avg pos 2.3 | — | CHATGPT 13.3%CLAUDE 14.3% | Claim |
| 42 | Sendinblue sendinblue.com | 6.5% 3 mentions · avg pos 2.7 | — | GEMINI 14.3%CHATGPT 13.3% | Claim |
| 43 | Yelp API yelp.com | 6.5% 3 mentions · avg pos 3 | — | GEMINI 14.3%CHATGPT 13.3% | Claim |
| 44 | VideoAsk videoask.com | 6.5% 3 mentions · avg pos 3.3 | — | GROK 12.5%GEMINI 14.3%PERPLEXITY 11.1% | Claim |
| 45 | Common Ninja commoninja.com | 6.5% 3 mentions · avg pos 6 | — | GROK 12.5%CLAUDE 14.3%PERPLEXITY 11.1% | Claim |
| 46 | Okendo | 6.5% 3 mentions · avg pos 8.5 | — | GROK 37.5% | Claim |
| 47 | Google Forms | 6.5% 3 mentions · avg pos 8.7 | — | GROK 12.5%CHATGPT 13.3% | Claim |
| 48 | Bazaarvoice bazaarvoice.com Best for: AI recommends Bazaarvoice most when buyers ask “best tools for collecting and displaying customer reviews and testimonials” (33.3% of those answers) | 6.5% 3 mentions · avg pos 9 | — | GROK 25%CHATGPT 6.7% | Claim |
| 49 | Shoutout | 6.5% 3 mentions · avg pos 9.3 | — | GEMINI 28.6%PERPLEXITY 11.1% | Claim |
| 50 | Stamped.io | 6.5% 3 mentions · avg pos 9.5 | — | GEMINI 28.6%CHATGPT 6.7% | Claim |
| 51 | Boast.io boast.io | 6.5% 3 mentions · avg pos 12.5 | — | GROK 12.5%GEMINI 28.6% | Claim |
| 52 | HubSpot CRM hubspot.com | 6.5% 3 mentions · avg pos 18 | — | GEMINI 28.6%PERPLEXITY 11.1% | Claim |
| 53 | Skype | 4.3% 2 mentions · avg pos 2 | — | CHATGPT 13.3% | Claim |
| 54 | SurveyMonkey | 4.3% 2 mentions · avg pos 5 | — | CHATGPT 6.7%PERPLEXITY 11.1% | Claim |
| 55 | Thryv thryv.com | 4.3% 2 mentions · avg pos 5 | — | GEMINI 14.3%PERPLEXITY 11.1% | Claim |
| 56 | Affordable Reputation Management affordablereputationmanagement.com | 4.3% 2 mentions · avg pos 6 | — | GEMINI 14.3%PERPLEXITY 11.1% | Claim |
| 57 | G2 g2.com | 4.3% 2 mentions · avg pos 8 | — | GEMINI 14.3%CLAUDE 14.3% | Claim |
| 58 | Shopify Plus shopify.com | 4.3% 2 mentions · avg pos 8.5 | — | CHATGPT 6.7%PERPLEXITY 11.1% | Claim |
| 59 | Reddit reddit.com | 4.3% 2 mentions · avg pos 9 | — | GROK 12.5%CLAUDE 14.3% | Claim |
| 60 | Sitejabber | 4.3% 2 mentions · avg pos 9 | — | GROK 12.5%CHATGPT 6.7% | Claim |
| 61 | Better Business Bureau bbb.org | 4.3% 2 mentions · avg pos 11.5 | — | GEMINI 28.6% | Claim |
| 62 | Qualtrics | 4.3% 2 mentions · avg pos 11.5 | — | GROK 12.5%PERPLEXITY 11.1% | Claim |
| 63 | Nudge | 4.3% 2 mentions · avg pos 16 | — | GROK 12.5%CHATGPT 6.7% | Claim |
| 64 | Wootric wootric.com | 4.3% 2 mentions | — | CHATGPT 13.3% | Claim |
| 65 | RightResponse AI | 2.2% 1 mentions · avg pos 1 | — | CLAUDE 14.3% | Claim |
| 66 | Mailchimp's Subject Line Helper mailchimp.com | 2.2% 1 mentions · avg pos 2 | — | CHATGPT 6.7% | Claim |
| 67 | ReviewGrower | 2.2% 1 mentions · avg pos 2 | — | CLAUDE 14.3% | Claim |
| 68 | Zoom for Healthcare zoom.us | 2.2% 1 mentions · avg pos 2 | — | CHATGPT 6.7% | Claim |
| 69 | Mike Munter mikemunter.com | 2.2% 1 mentions · avg pos 5 | — | PERPLEXITY 11.1% | Claim |
| 70 | SocialJuice | 2.2% 1 mentions · avg pos 5 | — | PERPLEXITY 11.1% | Claim |
| 71 | TripAdvisor tripadvisor.com | 2.2% 1 mentions · avg pos 5 | — | GEMINI 14.3% | Claim |
| 72 | Testimonial Tree | 2.2% 1 mentions · avg pos 6 | — | PERPLEXITY 11.1% | Claim |
| 73 | Angi angi.com | 2.2% 1 mentions · avg pos 7 | — | GEMINI 14.3% | Claim |
| 74 | Chattermill | 2.2% 1 mentions · avg pos 7 | — | PERPLEXITY 11.1% | Claim |
| 75 | Talkable | 2.2% 1 mentions · avg pos 7 | — | GROK 12.5% | Claim |
| 76 | Magic Feedback | 2.2% 1 mentions · avg pos 8 | — | PERPLEXITY 11.1% | Claim |
| 77 | TrustRadius trustradius.com | 2.2% 1 mentions · avg pos 8 | — | GEMINI 14.3% | Claim |
| 78 | Zigpoll zigpoll.com | 2.2% 1 mentions · avg pos 8 | — | GROK 12.5% | Claim |
| 79 | Amazon Associates amazon.com | 2.2% 1 mentions · avg pos 9 | — | GEMINI 14.3% | Claim |
| 80 | Endorsal | 2.2% 1 mentions · avg pos 16 | — | GEMINI 14.3% | Claim |
| 81 | Stripe Billing stripe.com | 2.2% 1 mentions · avg pos 16 | — | PERPLEXITY 11.1% | Claim |
| 82 | Medallia | 2.2% 1 mentions · avg pos 17 | — | GROK 12.5% | Claim |
| 83 | BigTime bigtime.net | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 84 | BrightLocal | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 85 | Buffer buffer.com | 2.2% 1 mentions | — | CHATGPT 6.7% | Claim |
| 86 | DailyStory dailystory.com | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 87 | Evidence | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 88 | Feedbackly | 2.2% 1 mentions | — | CHATGPT 6.7% | Claim |
| 89 | GatherUp | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 90 | Grade.us | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 91 | Hootsuite Insights hootsuite.com | 2.2% 1 mentions | — | CHATGPT 6.7% | Claim |
| 92 | Oscar Chat oscarchat.ai | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 93 | Product Hunt producthunt.com | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 94 | Productive.io productive.io | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 95 | Ramp ramp.com | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 96 | Reputation.com | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 97 | ReputationStacker | 2.2% 1 mentions | — | CHATGPT 6.7% | Claim |
| 98 | ReviewInc | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
| 99 | Sendible sendible.com | 2.2% 1 mentions | — | CHATGPT 6.7% | Claim |
| 100 | Social Proofy | 2.2% 1 mentions | — | CLAUDE 14.3% | Claim |
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